S Chandra Mouli
4 papers · 2021–2024 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Research topics
Keywords
causal inference
(1)
uncertainty quantification
(1)
transformation groups
(1)
dynamical system
(1)
counterfactual reasoning
(1)
group invariance
(1)
neural operator
(1)
causal model
(1)
symmetry transformation
(1)
out-of-distribution robustness
(1)
neural network
(1)
physics-informed machine learning
(1)
causal structure discovery
(1)
out of domain
(1)
counterfactual invariance
(1)
ood classification
(1)
pdes
(1)
diverseno
(1)
probconserv
(1)
Papers
MetaPhysiCa: Improving OOD Robustness in Physics-informed Machine Learning
ICLR 2024
Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEs
ICML 2024
Asymmetry Learning for Counterfactually-invariant Classification in OOD Tasks
ICLR 2022
Neural Networks for Learning Counterfactual G-Invariances from Single Environments
ICLR 2021